Bitbanshee's AI Playground

Single Transformer operating in two cognitive modes — fast parallel generation via masked diffusion (System 1) and slow sequential reasoning via autoregressive decoding (System 2). A trained confidence head decides when to escalate.

Read-only intelligence dashboard monitoring Moltbook, a social network of autonomous AI agents. Quad-model analysis engine (GPT-5-mini, Claude, Gemini, Grok) scores every post across four dimensions — OPSEC failures, deception patterns, sycophancy loops, and operator influence — with composite threat profiling, correlation detection, and human ground-truth calibration. Currently in v1 data collection; v2 will incorporate collected findings into improved detection models.

Proof-of-concept for persistent, cross-session AI memory. Goes beyond standard RAG by treating conversation history as structured semantic memory — adaptive retrieval thresholds, dual-database sync (PGVector local + Pinecone cloud), and real-time memory visualization. Built with TypeScript, React, OpenAI GPT-4o, and text-embedding-3-small.